Contrast Data Mining: Concepts, Algorithms, and Applications (Hardcover)

Preliminaries and Statistical Contrast Measures
Preliminaries, Guozhu Dong
Statistical Measures for Contrast Patterns, James Bailey

Contrast Mining Algorithms
Mining Emerging Patterns Using Tree Structures or Tree-Based Searches, James Bailey and Kotagiri Ramamohanarao
Mining Emerging Patterns Using Zero-Suppressed Binary Decision Diagrams, James Bailey and Elsa Loekito
Efficient Direct Mining of Selective Discriminative Patterns for Classification, Hong Cheng, Jiawei Han, Xifeng Yan, and Philip S. Yu
Mining Emerging Patterns from Structured Data, James Bailey
Incremental Maintenance of Emerging Patterns, Mengling Feng and Guozhu Dong

Generalized Contrasts, Emerging Data Cubes, and Rough Sets
More Expressive Contrast Patterns and Their Mining, Lei Duan, Milton Garcia Borroto, and Guozhu Dong
Emerging Data Cube Representations for OLAP Database Mining, Sebastien Nedjar, Lotfi Lakhal, and Rosine Cicchetti
Relation between Jumping Emerging Patterns and Rough Set Theory, Pawel Terlecki and Krzysztof Walczak

Contrast Mining for Classification and Clustering
Overview and Analysis of Contrast Pattern-Based Classification, Xiuzhen Zhang and Guozhu Dong
Using Emerging Patterns in Outlier and Rare-Class Prediction, Lijun Chen and Guozhu Dong
Enhancing Traditional Classifiers Using Emerging Patterns, Guozhu Dong and Kotagiri Ramamohanarao
CPC: A Contrast Pattern-Based Clustering Algorithm, Neil Fore and Guozhu Dong

Contrast Mining for Bioinformatics and Chemoinformatics
Emerging Pattern-Based Rules Characterizing Subtypes of Leukemia, Jinyan Li and Limsoon Wong
Discriminating Gene Transfer and Microarray Concordance Analysis, Shihong Mao and Guozhu Dong
Toward Mining Optimal Emerging Patterns amid 1000s of Genes, Shihong Mao and Guozhu Dong
Emerging Chemical Patterns ? Theory and Applications, Jens Auer, Martin Vogt, and Jurgen Bajorath
Emerging Patterns as Structural Alerts for Computational Toxicology, Bertrand Cuissart, Guillaume Poezevara, Bruno Cremilleux, Alban Lepailleur, and Ronan Bureau

Contrast Mining for Special Domains
Emerging Patterns and Classification for Spatial and Image Data, Lukasz Kobyli?ski and Krzysztof Walczak Geospatial Contrast Mining with Applications on Labeled Spatial Data, Wei Ding, Tomasz F. Stepinski, and Josue Salazar
Mining Emerging Patterns for Activity Recognition, Tao Gu, Zhanqing Wu, XianPing Tao, Hung Keng Pung, and Jian Lu
Emerging Pattern-Based Prediction of Heart Diseases and Powerline Safety, Keun Ho Ryu, Dong Gyu Lee, and Minghao Piao
Emerging Pattern-Based Crime Spots Analysis and Rental Price Prediction, Naoki Katoh and Atsushi Takizawa

Survey of Other Papers
Overview of Results on Contrast Mining and Applications, Guozhu Dong